Recent
Papers
L. Carin, D. Liu and B. Guo, In Situ Compressive Sensing for Multi-Static Scattering:
Imaging and the Restricted Isometry Property,
submitted to Inverse Problems
L. Carin, D. Liu, W. Lin and
B. Guo, Compressive Sensing
for Numerical Multi-Static Scattering Analysis, submitted to J. Computational Physics
L. Ren, D.B. Dunson and L. Carin, The Dynamic Hierarchical
Dirichlet Process, to appear in Int. Conf. Machine Learning, 2008.
Q. An, C. Wang,
Y. Qi, D. Liu, D.B. Dunson and L. Carin, Multi-Task Compressive
Sensing with Dirichlet Process Priors, to appear in Int. Conf. Machine
Learning, 2008.
Q. An, C. Wang, I. Shterev, E. Wang, D. Dunson and L. Carin, Hierarchical
Kernel-Stick-Breaking Processing for Multi-Task Image Analysis (extended
from ICML version), submitted to IEEE
Trans. Pattern Analysis and Machine Intelligence
Y. Qi, D. Liu, D.
Dunson and L. Carin, Bayesian
Multi-Task Compressive Sensing with Dirichlet Process Priors (extended from
ICML version), submitted to IEEE Trans.
Pattern Analysis and Machine Intelligence
K. Ni, J. Paisley,
L. Carin and D. Dunson, Multi-Task
Learning for Analyzing and Sorting Large Databases of Sequential Data,
accepted for publication in IEEE Trans.
Signal Processing
Q. Liu, X. Liao and
L. Carin, Semi-Supervised
Multitask Learning, NIPS 2007.
S. Ji, Y. Xue and L. Carin, Bayesian Compressive Sensing,
accepted for publication in IEEE Trans.
Signal Processing. The software is available here: http://www.ece.duke.edu/~shji/BCS.html
L. Carin, D. Liu
and B. Guo, In Situ Compressive Sensing, accepted for
publication in Inverse Problems
S. Ji, D. Dunson and L. Carin, Multi-Task Compressive
Sensing, submitted to IEEE Trans.
Signal Processing. The software is available here: http://www.ece.duke.edu/~shji/BCS.html
X. Liao and L.
Carin, Migratory
Logistic Regression for Learning Concept Drift Between
Two Data Sets with Application to UXO Sensing, submitted to IEEE Trans. Geoscience & Remote Sensing
Q. Liu, X. Liao and
L. Carin, Detection of
unexploded ordnance via efficient semi-supervised and active learning,”
submitted to IEEE Trans. Geoscience &
Remote Sensing
K. Ni, L. Carin and
D. Dunson, Multi-Task
Learning for Sequential Data via iHMMs and the Nested
Dirichlet Process, ICML 2007
S. Ji and L. Carin, Bayesian Compressive
Sensing and Projection Optimization, ICML 2007
X. Liao, H. Li and
L. Carin, Quadratically Gated Mixture of Experts for Incomplete Data
Classification, ICML 2007
Y. Xue, D. Dunson and L. Carin, The Matrix Stick-Breaking
Process for Flexible Multi-Task Learning, ICML 2007. Note: The code and
data from this paper are available here: http://www.ee.duke.edu/~yx10/MSBP/
S. Ji, R. Parr, H. Li, X. Liao, and L. Carin, Point Based Policy
Iteration, AAAI 2007
Y. Qi, J.W. Paisley
and L. Carin, Music
Analysis Using Hidden Markov Mixture Models, accepted for publication in IEEE Trans. Signal Processing
L. He,
Y. Xue, X. Liao, L. Carin and B. Krishnapuram,
Multi-Task Learning for
Classification with Dirichlet Process Priors, J. Machine Learning Research, Jan. 2007.
K. Ni, Y. Qi and L.
Carin, Multi-aspect
target detection with the infinite hidden Markov model, accepted for
publication in J. Acoustical Soc. Am.
S. Ji, R. Parr and L. Carin, Non-Myopic Multi-Aspect
Sensing with Partially Observable Markov Decision Processes, accepted for
publication in IEEE Trans. Signal
Processing
S. Ji and L. Carin, Cost-Sensitive
Feature Acquisition and Classification, Pattern
Recognition, vol. 40, pp. 1474-1485, 2007.
H. Li, X. Liao and
L. Carin, Region-Based
Value Iteration for Partially Observable Markov Decision Processes, Int. Conf. Machine Learning (ICML),
2006.
H. Li, X. Liao and
L. Carin, Incremental
Least Squares Policy Iteration for POMDPs, American Association for
Artificial Intelligence (AAAI),
2006.
D. Williams, X. Liao, Y. Xue, L. Carin and B.
Krishnapuram, On Classification
with Incomplete Data, accepted for publication in IEEE Trans. Pattern Analysis Machine Intell.,
S. Ji, L. Watson and L. Carin, Semi-Supervised
Learning of Hidden Markov Models via a Homotopy Method, submitted to IEEE Trans. Pattern Analysis Machine Intell.
D.
Liu, S. Vasudevan, J. Krolik, G. Bal and L. Carin, Electromagnetic Time-Reversal
Source Localization in Changing Media: Experiment and Analysis, accepted
for publication in IEEE. Trans. Antennas
Propagation
D. Liu, J. Krolik and L. Carin, Electromagnetic
Time-Reversal-Based Target Detection in Uncertain Media, accepted for
publication in IEEE Trans. Geoscience and
Remote Sensing